AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
peta-core
Peta core: The Control Plane for MCP — secure vault, managed runtime, audit trail, and policy-based approvals.
MarkItDown (NPX Wrapper)
An NPX-compatible wrapper for Microsoft's MarkItDown that converts documents, images, and audio into markdown without requiring Docker.
Local History
MCP server for accessing VS Code/Cursor's Local History.
mcp-chat-widget
Configure, host and embed MCP-enabled chat widgets for your website or product. Lightweight and extensible Chatbase clone to remotely configure and embed your agents anywhere.
uk-case-law-mcp-server
MCP server for UK case law using The National Archives API. Enables LLMs to search, retrieve, and cite UK legal judgments.
cli-agent-mcp
A unified MCP server that orchestrates multiple CLI agents including Codex, Gemini, Claude, and OpenCode, featuring image generation capabilities and a real-time GUI dashboard for task monitoring.
llms-txt-generator
The ultimate AI-powered generator for llms.txt and llms-full.txt files.
Unity-AI-Animation
AI-powered tools for Unity animation workflow. Create and modify AnimationClips and AnimatorControllers directly through natural language commands.
OpenSearch
A Model Context Protocol server that facilitates natural language interaction with OpenSearch clusters for index management, document searching, and cluster health monitoring.
token-optimizer-mcp
A token optimization server designed to reduce token usage by over 95% through intelligent caching and compression techniques.
Teamwork
The official Teamwork.com MCP server provides a standardized interface for AI agents to interact with Teamwork projects, tasks, and productivity tools using both HTTP and STDIO transports.
openwebui-mcp-setup
Universal MCPO/MCP bridge for Open Web UI with AI-powered configuration. Automated setup generation, Docker support, beginner-friendly. Any AI assistant can instantly convert MCP configs to working Open Web UI integrations.
@uarlouski/ssh-mcp-server
A comprehensive MCP server enabling AI assistants to securely manage remote infrastructure via SSH, featuring SFTP file transfers, port forwarding, and parameterized command templates with strict allowlist security.
2slides
The 2slides MCP server enables AI models to generate professional presentations, search themes, and create slides from reference images using the 2slides.com API.
osmmcp
OpenStreetMap MCP server providing precision geospatial tools for LLMs via Model Context Protocol. Features geocoding, routing, nearby places, neighborhood analysis, EV charging stations, and more.
qa-use
Browser automation and QA testing capabilities. This server integrates with desplega.ai to offer automated testing, session monitoring, batch test execution, and intelligent test guidance using the AAA framework.
Multi-MCP
A multi-model AI orchestration server that enables automated code reviews, architectural comparisons, and multi-agent debates by running multiple LLMs in parallel.
vector_mcp
A server implementation for the Model Context Protocol (MCP) in Ruby.
Self MCP Server
A specialized MCP server for the Self protocol that assists developers in integrating privacy-preserving identity verification, generating blockchain configurations, and debugging Web3 identity checks.
Telephony MCP Server
A telephony automation server that integrates Vonage API capabilities into LLMs, allowing AI assistants to perform real-world voice calls with speech recognition and send/receive SMS messages.
CTFd
Provides a Model Context Protocol interface for CTFd platforms, allowing users to browse challenges, retrieve files, manage dynamic Docker/Kubernetes containers, and submit flags directly through LLMs.
substack-mcp-plus
An advanced Substack integration for MCP clients that enables full rich text content creation, automated publishing, and publication management through a secure browser-based authentication flow.
Unleash Integration (Feature Toggle)
A Model Context Protocol (MCP) server implementation that integrates with Unleash Feature Toggle system. Provide a bridge between LLM applications and Unleash feature flag system
Interactive HTML UI
A reference implementation of the SEP-1865 specification that enables interactive HTML/JS user interfaces within MCP. It demonstrates sandboxed iframe rendering and JSON-RPC communication between the host and tools like dashboards and clocks.
context-engineering
🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGraph + Vector/Graph stores. Your AI assistant's long-term memory starts here.
Aviationstack
An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
MarkdownLM MCP Server
Provides a persistent memory and governance layer that allows AI coding agents to query documented architecture rules and validate code against team standards. It enables agents to verify compliance across categories like security and testing before suggesting changes to ensure consistency across development sessions.
leanmcp-sdk
TypeScript SDK for building Model Context Protocol servers with built-in support for Auth, Elicitation, and MCP-Apps (including ChatGPT Apps).
discord-mcp
A comprehensive MCP server providing secure access to over 120 Discord REST API endpoints and real-time Gateway events for AI agents.
cursor-feedback-extension
Save your Cursor monthly quota! Unlimited AI interactions in one conversation via MCP feedback loop.